prob-1

Dataset statistics

Number of variables	17
Number of observations	134201
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	17.4 MiB
Average record size in memory	136.0 B

Variable types

Text	1
Categorical	3
Numeric	13

Alerts

`feature4` is highly overall correlated with `feature6` and 1 other fields	High correlation
`feature5` is highly overall correlated with `feature8`	High correlation
`feature6` is highly overall correlated with `feature4` and 1 other fields	High correlation
`feature8` is highly overall correlated with `feature5`	High correlation
`feature9` is highly overall correlated with `feature4` and 1 other fields	High correlation
`feature15` is highly overall correlated with `label`	High correlation
`feature2` is highly overall correlated with `feature13`	High correlation
`feature13` is highly overall correlated with `feature2`	High correlation
`label` is highly overall correlated with `feature15`	High correlation
`label` is highly imbalanced (66.0%)	Imbalance
`feature5` has unique values	Unique
`feature6` has unique values	Unique
`feature10` has unique values	Unique
`feature14` has unique values	Unique
`feature15` has unique values	Unique
`feature16` has unique values	Unique
`feature11` has 4866 (3.6%) zeros	Zeros
`feature12` has 13139 (9.8%) zeros	Zeros

Reproduction

Analysis started	2023-06-18 17:39:44.776172
Analysis finished	2023-06-18 17:40:19.994398
Duration	35.22 seconds
Software version	ydata-profiling vv4.2.0
Download configuration	config.json

feature1
Text

Distinct	481
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	1.0 MiB

Length

Max length	59
Median length	37
Mean length	21.749599
Min length	3

Characters and Unicode

Total characters	2918818
Distinct characters	53
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Site engineer
2nd row	Site engineer
3rd row	Site engineer
4th row	Site engineer
5th row	Site engineer

Value	Count	Frequency (%)
officer	13339	4.1%
engineer	13231	4.1%
manager	9818	3.1%
and	6354	2.0%
scientist	5433	1.7%
surveyor	5413	1.7%
civil	3865	1.2%
health	3858	1.2%
therapist	3854	1.2%
psychologist	3796	1.2%
Other values (450)	252639	78.6%

Most occurring characters

Value	Count	Frequency (%)
e	300566	10.3%
i	255305	8.7%
r	236654	8.1%
a	208071	7.1%
n	203662	7.0%
t	198736	6.8%
	187399	6.4%
o	170179	5.8%
s	151529	5.2%
c	140807	4.8%
Other values (43)	865910	29.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2526944	86.6%
Space Separator	187399	6.4%
Uppercase Letter	141788	4.9%
Other Punctuation	57355	2.0%
Open Punctuation	2666	0.1%
Close Punctuation	2666	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	300566	11.9%
i	255305	10.1%
r	236654	9.4%
a	208071	8.2%
n	203662	8.1%
t	198736	7.9%
o	170179	6.7%
s	151529	6.0%
c	140807	5.6%
l	115857	4.6%
Other values (16)	545578	21.6%

Uppercase Letter

Value	Count	Frequency (%)
C	15300	10.8%
E	14996	10.6%
S	14717	10.4%
P	13278	9.4%
T	12323	8.7%
A	11292	8.0%
H	7456	5.3%
M	7092	5.0%
R	6444	4.5%
I	6009	4.2%
Other values (11)	32881	23.2%

Other Punctuation

Value	Count	Frequency (%)
,	40884	71.3%
/	15561	27.1%
'	910	1.6%

Space Separator

Value	Count	Frequency (%)
	187399	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2666	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2666	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2668732	91.4%
Common	250086	8.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	300566	11.3%
i	255305	9.6%
r	236654	8.9%
a	208071	7.8%
n	203662	7.6%
t	198736	7.4%
o	170179	6.4%
s	151529	5.7%
c	140807	5.3%
l	115857	4.3%
Other values (37)	687366	25.8%

Common

Value	Count	Frequency (%)
	187399	74.9%
,	40884	16.3%
/	15561	6.2%
(	2666	1.1%
)	2666	1.1%
'	910	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2918818	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	300566	10.3%
i	255305	8.7%
r	236654	8.1%
a	208071	7.1%
n	203662	7.0%
t	198736	6.8%
	187399	6.4%
o	170179	5.8%
s	151529	5.2%
c	140807	4.8%
Other values (43)	865910	29.7%

feature2
Categorical

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.0 MiB

grocery_pos	14217
shopping_pos	13133
home	12471
kids_pets	11295
gas_transport	10898
Other values (9)	72187

Length

Max length	14
Median length	12
Mean length	10.47025
Min length	4

Characters and Unicode

Total characters	1405118
Distinct characters	20
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	grocery_pos
2nd row	gas_transport
3rd row	grocery_pos
4th row	shopping_net
5th row	health_fitness

Common Values

Value	Count	Frequency (%)
grocery_pos	14217	10.6%
shopping_pos	13133	9.8%
home	12471	9.3%
kids_pets	11295	8.4%
gas_transport	10898	8.1%
shopping_net	10879	8.1%
food_dining	9633	7.2%
personal_care	9526	7.1%
entertainment	9171	6.8%
misc_pos	8730	6.5%
Other values (4)	24248	18.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
grocery_pos	14217	10.6%
shopping_pos	13133	9.8%
home	12471	9.3%
kids_pets	11295	8.4%
gas_transport	10898	8.1%
shopping_net	10879	8.1%
food_dining	9633	7.2%
personal_care	9526	7.1%
entertainment	9171	6.8%
misc_pos	8730	6.5%
Other values (4)	24248	18.1%

Most occurring characters

Value	Count	Frequency (%)
s	144885	10.3%
e	132966	9.5%
o	132026	9.4%
n	122066	8.7%
p	115823	8.2%
_	108283	7.7%
t	103466	7.4%
r	93841	6.7%
i	86890	6.2%
g	64316	4.6%
Other values (10)	300556	21.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1296835	92.3%
Connector Punctuation	108283	7.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	144885	11.2%
e	132966	10.3%
o	132026	10.2%
n	122066	9.4%
p	115823	8.9%
t	103466	8.0%
r	93841	7.2%
i	86890	6.7%
g	64316	5.0%
a	62030	4.8%
Other values (9)	238526	18.4%

Connector Punctuation

Value	Count	Frequency (%)
_	108283	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1296835	92.3%
Common	108283	7.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	144885	11.2%
e	132966	10.3%
o	132026	10.2%
n	122066	9.4%
p	115823	8.9%
t	103466	8.0%
r	93841	7.2%
i	86890	6.7%
g	64316	5.0%
a	62030	4.8%
Other values (9)	238526	18.4%

Common

Value	Count	Frequency (%)
_	108283	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1405118	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	144885	10.3%
e	132966	9.5%
o	132026	9.4%
n	122066	8.7%
p	115823	8.2%
_	108283	7.7%
t	103466	7.4%
r	93841	6.7%
i	86890	6.2%
g	64316	4.6%
Other values (10)	300556	21.4%

feature3
Real number (ℝ)

Distinct	28125
Distinct (%)	21.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	98.995174

Minimum	1
Maximum	15861.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	1
5-th percentile	2.5
Q1	9.9
median	48.59
Q3	90.84
95-th percentile	341.82
Maximum	15861.4
Range	15860.4
Interquartile range (IQR)	80.94

Descriptive statistics

Standard deviation	205.88166
Coefficient of variation (CV)	2.0797141
Kurtosis	536.85962
Mean	98.995174
Median Absolute Deviation (MAD)	39.15
Skewness	12.158061
Sum	13285251
Variance	42387.259
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.11	69	0.1%
1.92	64	< 0.1%
1.15	64	< 0.1%
3.06	64	< 0.1%
1.41	61	< 0.1%
1.14	61	< 0.1%
3.54	61	< 0.1%
3.17	59	< 0.1%
1.54	59	< 0.1%
3.95	58	< 0.1%
Other values (28115)	133581	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	38	< 0.1%
1.01	44	< 0.1%
1.02	39	< 0.1%
1.03	39	< 0.1%
1.04	52	< 0.1%
1.05	48	< 0.1%
1.06	43	< 0.1%
1.07	52	< 0.1%
1.08	54	< 0.1%
1.09	54	< 0.1%

Value	Count	Frequency (%)
15861.4	1	< 0.1%
13708	1	< 0.1%
9875.47	1	< 0.1%
9186.99	1	< 0.1%
8192.07	1	< 0.1%
7559.34	1	< 0.1%
6002.32	1	< 0.1%
5252.81	1	< 0.1%
4841.43	1	< 0.1%
4798.5	1	< 0.1%

feature4
Real number (ℝ)

Distinct	893
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50721.259

Minimum	1106
Maximum	99791
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	1106
5-th percentile	7302
Q1	28152
median	46222
Q3	78045
95-th percentile	94954
Maximum	99791
Range	98685
Interquartile range (IQR)	49893

Descriptive statistics

Standard deviation	29578.182
Coefficient of variation (CV)	0.58315158
Kurtosis	-1.3174572
Mean	50721.259
Median Absolute Deviation (MAD)	26887
Skewness	0.07033489
Sum	6.8068437 × 10⁹
Variance	8.7486887 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85051	659	0.5%
44053	593	0.4%
94509	590	0.4%
93458	473	0.4%
22193	467	0.3%
7650	367	0.3%
32669	366	0.3%
48095	363	0.3%
28152	361	0.3%
56224	361	0.3%
Other values (883)	129601	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1106	238	0.2%
1431	178	0.1%
1550	286	0.2%
1570	354	0.3%
1609	179	0.1%
1701	184	0.1%
1760	178	0.1%
1880	177	0.1%
1902	180	0.1%
2081	125	0.1%

Value	Count	Frequency (%)
99791	233	0.2%
99737	234	0.2%
99709	7	< 0.1%
99654	178	0.1%
99508	12	< 0.1%
99218	181	0.1%
99206	181	0.1%
98354	299	0.2%
98312	118	0.1%
98230	297	0.2%

feature5
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	134201
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.236698

Minimum	11.873034
Maximum	76.845878
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	11.873034
5-th percentile	27.808553
Q1	33.367728
median	37.492299
Q3	41.133355
95-th percentile	45.48065
Maximum	76.845878
Range	64.972844
Interquartile range (IQR)	7.7656272

Descriptive statistics

Standard deviation	5.7195164
Coefficient of variation (CV)	0.15359892
Kurtosis	2.4208133
Mean	37.236698
Median Absolute Deviation (MAD)	3.8585081
Skewness	0.38352382
Sum	4997202.1
Variance	32.712868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.21343879	1	< 0.1%
38.48606569	1	< 0.1%
37.12118263	1	< 0.1%
37.33541726	1	< 0.1%
36.81711117	1	< 0.1%
40.8536771	1	< 0.1%
37.53080221	1	< 0.1%
35.66482872	1	< 0.1%
37.25700491	1	< 0.1%
37.47805552	1	< 0.1%
Other values (134191)	134191	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.87303371	1	< 0.1%
14.89140096	1	< 0.1%
14.95912265	1	< 0.1%
15.07966291	1	< 0.1%
15.11185023	1	< 0.1%
15.67944168	1	< 0.1%
16.01816068	1	< 0.1%
16.02176482	1	< 0.1%
16.16453759	1	< 0.1%
16.40507518	1	< 0.1%

Value	Count	Frequency (%)
76.8458781	1	< 0.1%
75.47804188	1	< 0.1%
74.71848258	1	< 0.1%
74.59075688	1	< 0.1%
74.3803469	1	< 0.1%
74.17610596	1	< 0.1%
74.08888983	1	< 0.1%
74.06084688	1	< 0.1%
73.95149566	1	< 0.1%
73.80880658	1	< 0.1%

feature6
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	134201
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-91.838641

Minimum	-173.21991
Maximum	-63.066068
Zeros	0
Zeros (%)	0.0%
Negative	134201
Negative (%)	100.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	-173.21991
5-th percentile	-121.2964
Q1	-98.892598
median	-87.142421
Q3	-79.599335
95-th percentile	-72.406641
Maximum	-63.066068
Range	110.15384
Interquartile range (IQR)	19.293263

Descriptive statistics

Standard deviation	16.339139
Coefficient of variation (CV)	-0.17791138
Kurtosis	0.55543038
Mean	-91.838641
Median Absolute Deviation (MAD)	9.378661
Skewness	-0.95982136
Sum	-12324838
Variance	266.96747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-85.2037563	1	< 0.1%
-123.2611282	1	< 0.1%
-121.7739182	1	< 0.1%
-122.494415	1	< 0.1%
-120.0465399	1	< 0.1%
-117.9350593	1	< 0.1%
-118.0754231	1	< 0.1%
-120.8780758	1	< 0.1%
-121.4645813	1	< 0.1%
-119.7140041	1	< 0.1%
Other values (134191)	134191	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-173.2199057	1	< 0.1%
-172.6492897	1	< 0.1%
-172.0358687	1	< 0.1%
-172.0274177	1	< 0.1%
-171.9630915	1	< 0.1%
-171.1974443	1	< 0.1%
-171.0406383	1	< 0.1%
-170.6418147	1	< 0.1%
-170.5758417	1	< 0.1%
-170.5605941	1	< 0.1%

Value	Count	Frequency (%)
-63.06606843	1	< 0.1%
-63.42690452	1	< 0.1%
-64.92263618	1	< 0.1%
-65.04017887	1	< 0.1%
-65.1725452	1	< 0.1%
-65.34259827	1	< 0.1%
-65.35198726	1	< 0.1%
-65.35629868	1	< 0.1%
-65.37930797	1	< 0.1%
-65.41633269	1	< 0.1%

feature7
Real number (ℝ)

Distinct	739
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	293853.95

Minimum	194
Maximum	2906700
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	194
5-th percentile	2661
Q1	16719
median	62009
Q3	247530
95-th percentile	1577385
Maximum	2906700
Range	2906506
Interquartile range (IQR)	230811

Descriptive statistics

Standard deviation	552713.29
Coefficient of variation (CV)	1.8809115
Kurtosis	8.524005
Mean	293853.95
Median Absolute Deviation (MAD)	54143
Skewness	2.8610575
Sum	3.9435494 × 10¹⁰
Variance	3.0549198 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2906700	1618	1.2%
1595797	1345	1.0%
1577385	1141	0.9%
1382480	1138	0.8%
1312922	1092	0.8%
2383912	1052	0.8%
2504700	973	0.7%
790689	917	0.7%
910148	902	0.7%
67952	882	0.7%
Other values (729)	123141	91.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
194	123	0.1%
237	233	0.2%
333	361	0.3%
392	71	0.1%
441	186	0.1%
456	184	0.1%
614	68	0.1%
631	74	0.1%
710	231	0.2%
769	62	< 0.1%

Value	Count	Frequency (%)
2906700	1618	1.2%
2680484	314	0.2%
2504700	973	0.7%
2383912	1052	0.8%
1737737	476	0.4%
1595797	1345	1.0%
1577385	1141	0.9%
1526206	434	0.3%
1417793	366	0.3%
1382480	1138	0.8%

feature8
Real number (ℝ)

Distinct	133688
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.234688

Minimum	18.798261
Maximum	71.485302
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	18.798261
5-th percentile	28.264083
Q1	33.602904
median	37.544626
Q3	40.976075
95-th percentile	44.639542
Maximum	71.485302
Range	52.687041
Interquartile range (IQR)	7.373171

Descriptive statistics

Standard deviation	5.3845784
Coefficient of variation (CV)	0.14461188
Kurtosis	3.1425973
Mean	37.234688
Median Absolute Deviation (MAD)	3.662394
Skewness	0.47988769
Sum	4996932.4
Variance	28.993685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41.676577	2	< 0.1%
42.226678	2	< 0.1%
42.220395	2	< 0.1%
40.282775	2	< 0.1%
43.874085	2	< 0.1%
40.697807	2	< 0.1%
33.335547	2	< 0.1%
39.954891	2	< 0.1%
42.338957	2	< 0.1%
41.937471	2	< 0.1%
Other values (133678)	134181	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.798261	1	< 0.1%
18.823393	1	< 0.1%
18.829194	1	< 0.1%
18.83863	1	< 0.1%
18.850059	1	< 0.1%
18.862375	1	< 0.1%
18.883823	1	< 0.1%
18.894883	1	< 0.1%
18.909904	1	< 0.1%
18.912901	1	< 0.1%

Value	Count	Frequency (%)
71.485302	1	< 0.1%
71.482581	1	< 0.1%
71.468627	1	< 0.1%
71.457397	1	< 0.1%
71.449817	1	< 0.1%
71.425062	1	< 0.1%
71.415706	1	< 0.1%
71.414967	1	< 0.1%
71.409252	1	< 0.1%
71.392575	1	< 0.1%

feature9
Real number (ℝ)

Distinct	133967
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-91.844922

Minimum	-169.01967
Maximum	-69.13386
Zeros	0
Zeros (%)	0.0%
Negative	134201
Negative (%)	100.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	-169.01967
5-th percentile	-121.44173
Q1	-98.069477
median	-86.945641
Q3	-80.010288
95-th percentile	-73.13566
Maximum	-69.13386
Range	99.885809
Interquartile range (IQR)	18.059189

Descriptive statistics

Standard deviation	16.224433
Coefficient of variation (CV)	-0.1766503
Kurtosis	0.58171777
Mean	-91.844922
Median Absolute Deviation (MAD)	9.399738
Skewness	-0.98164646
Sum	-12325680
Variance	263.23222
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-82.650219	2	< 0.1%
-86.99192	2	< 0.1%
-81.807377	2	< 0.1%
-74.344951	2	< 0.1%
-85.165589	2	< 0.1%
-81.049725	2	< 0.1%
-99.115179	2	< 0.1%
-82.307623	2	< 0.1%
-122.988165	2	< 0.1%
-73.905525	2	< 0.1%
Other values (133957)	134181	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-169.019669	1	< 0.1%
-169.019569	1	< 0.1%
-168.961024	1	< 0.1%
-168.959559	1	< 0.1%
-168.956874	1	< 0.1%
-168.949138	1	< 0.1%
-168.93595	1	< 0.1%
-168.898636	1	< 0.1%
-168.879543	1	< 0.1%
-168.873607	1	< 0.1%

Value	Count	Frequency (%)
-69.13386	1	< 0.1%
-69.134307	1	< 0.1%
-69.137203	1	< 0.1%
-69.137284	1	< 0.1%
-69.141322	1	< 0.1%
-69.15635	1	< 0.1%
-69.157873	1	< 0.1%
-69.160535	1	< 0.1%
-69.170033	1	< 0.1%
-69.173353	1	< 0.1%

feature10
Real number (ℝ)

Distinct	134201
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48.272938

Minimum	23.447657
Maximum	97.121303
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	23.447657
5-th percentile	26.996285
Q1	34.949863
median	44.951903
Q3	58.63852
95-th percentile	81.262134
Maximum	97.121303
Range	73.673646
Interquartile range (IQR)	23.688658

Descriptive statistics

Standard deviation	16.670031
Coefficient of variation (CV)	0.3453287
Kurtosis	-0.098020166
Mean	48.272938
Median Absolute Deviation (MAD)	11.478462
Skewness	0.77448827
Sum	6478276.5
Variance	277.88993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
65.59606218	1	< 0.1%
40.9696196	1	< 0.1%
39.88999032	1	< 0.1%
41.09778834	1	< 0.1%
41.25147157	1	< 0.1%
41.93139608	1	< 0.1%
40.4150176	1	< 0.1%
40.43900379	1	< 0.1%
40.38357223	1	< 0.1%
40.69024	1	< 0.1%
Other values (134191)	134191	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.44765672	1	< 0.1%
23.76904238	1	< 0.1%
23.86962919	1	< 0.1%
23.91537752	1	< 0.1%
23.94502762	1	< 0.1%
23.96328287	1	< 0.1%
23.99754265	1	< 0.1%
24.02708902	1	< 0.1%
24.03170502	1	< 0.1%
24.07089988	1	< 0.1%

Value	Count	Frequency (%)
97.12130289	1	< 0.1%
96.99612844	1	< 0.1%
96.89987523	1	< 0.1%
96.79043027	1	< 0.1%
96.78070484	1	< 0.1%
96.71757679	1	< 0.1%
96.70224064	1	< 0.1%
96.68846318	1	< 0.1%
96.68206388	1	< 0.1%
96.60726724	1	< 0.1%

feature11
Real number (ℝ)

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.727856

Minimum	0
Maximum	23
Zeros	4866
Zeros (%)	3.6%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	14
Q3	19
95-th percentile	23
Maximum	23
Range	23
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.0487407
Coefficient of variation (CV)	0.55380424
Kurtosis	-1.1605634
Mean	12.727856
Median Absolute Deviation (MAD)	6
Skewness	-0.24495943
Sum	1708091
Variance	49.684745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
22	8377	6.2%
23	8334	6.2%
20	6433	4.8%
13	6418	4.8%
19	6388	4.8%
17	6349	4.7%
12	6319	4.7%
21	6297	4.7%
18	6294	4.7%
16	6292	4.7%
Other values (14)	66700	49.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4866	3.6%
1	4908	3.7%
2	5073	3.8%
3	5024	3.7%
4	4182	3.1%
5	4375	3.3%
6	4337	3.2%
7	4356	3.2%
8	4274	3.2%
9	4291	3.2%

Value	Count	Frequency (%)
23	8334	6.2%
22	8377	6.2%
21	6297	4.7%
20	6433	4.8%
19	6388	4.8%
18	6294	4.7%
17	6349	4.7%
16	6292	4.7%
15	6254	4.7%
14	6247	4.7%

feature12
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4779025

Minimum	0
Maximum	6
Zeros	13139
Zeros (%)	9.8%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.9938854
Coefficient of variation (CV)	0.57330112
Kurtosis	-1.1908398
Mean	3.4779025
Median Absolute Deviation (MAD)	2
Skewness	-0.296005
Sum	466738
Variance	3.9755791
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
6	27584	20.6%
5	24375	18.2%
4	20711	15.4%
2	17867	13.3%
1	15397	11.5%
3	15128	11.3%
0	13139	9.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13139	9.8%
1	15397	11.5%
2	17867	13.3%
3	15128	11.3%
4	20711	15.4%
5	24375	18.2%
6	27584	20.6%

Value	Count	Frequency (%)
6	27584	20.6%
5	24375	18.2%
4	20711	15.4%
3	15128	11.3%
2	17867	13.3%
1	15397	11.5%
0	13139	9.8%

feature13
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.0 MiB

1	69230
2	62445
3	2526

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	134201
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	69230	51.6%
2	62445	46.5%
3	2526	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	69230	51.6%
2	62445	46.5%
3	2526	1.9%

Most occurring characters

Value	Count	Frequency (%)
1	69230	51.6%
2	62445	46.5%
3	2526	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	134201	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	69230	51.6%
2	62445	46.5%
3	2526	1.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	134201	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	69230	51.6%
2	62445	46.5%
3	2526	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	134201	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	69230	51.6%
2	62445	46.5%
3	2526	1.9%

label
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.0 MiB

0	125704
1	8497

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	134201
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	125704	93.7%
1	8497	6.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	125704	93.7%
1	8497	6.3%

Most occurring characters

Value	Count	Frequency (%)
0	125704	93.7%
1	8497	6.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	134201	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125704	93.7%
1	8497	6.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	134201	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125704	93.7%
1	8497	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	134201	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125704	93.7%
1	8497	6.3%

feature14
Real number (ℝ)

Distinct	134201
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4960607

Minimum	-1.0035501
Maximum	16.812962
Zeros	0
Zeros (%)	0.0%
Negative	18
Negative (%)	< 0.1%
Memory size	1.0 MiB

Quantile statistics

Minimum	-1.0035501
5-th percentile	4.1926212
Q1	6.1423066
median	7.498909
Q3	8.8490464
95-th percentile	10.788789
Maximum	16.812962
Range	17.816512
Interquartile range (IQR)	2.7067398

Descriptive statistics

Standard deviation	2.0030492
Coefficient of variation (CV)	0.26721358
Kurtosis	0.0035213268
Mean	7.4960607
Median Absolute Deviation (MAD)	1.3532393
Skewness	-0.0080284672
Sum	1005978.8
Variance	4.0122061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.017864755	1	< 0.1%
9.168051523	1	< 0.1%
7.531186299	1	< 0.1%
7.935373383	1	< 0.1%
7.987994204	1	< 0.1%
10.32536268	1	< 0.1%
7.606166055	1	< 0.1%
7.289974592	1	< 0.1%
10.15091605	1	< 0.1%
5.949181714	1	< 0.1%
Other values (134191)	134191	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.003550085	1	< 0.1%
-0.9290672109	1	< 0.1%
-0.847267109	1	< 0.1%
-0.6487660799	1	< 0.1%
-0.6311311885	1	< 0.1%
-0.5234251099	1	< 0.1%
-0.4840739771	1	< 0.1%
-0.4366576635	1	< 0.1%
-0.4186388095	1	< 0.1%
-0.4177912709	1	< 0.1%

Value	Count	Frequency (%)
16.81296174	1	< 0.1%
15.72474357	1	< 0.1%
15.71535894	1	< 0.1%
15.67344242	1	< 0.1%
15.60196316	1	< 0.1%
15.5996583	1	< 0.1%
15.49336001	1	< 0.1%
15.27992714	1	< 0.1%
15.26951288	1	< 0.1%
15.26006981	1	< 0.1%

feature15
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	134201
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.53177357

Minimum	-0.34274793
Maximum	1.7033392
Zeros	0
Zeros (%)	0.0%
Negative	767
Negative (%)	0.6%
Memory size	1.0 MiB

Quantile statistics

Minimum	-0.34274793
5-th percentile	0.17623962
Q1	0.37577811
median	0.51705945
Q3	0.66675556
95-th percentile	0.94798904
Maximum	1.7033392
Range	2.0460872
Interquartile range (IQR)	0.29097745

Descriptive statistics

Standard deviation	0.23425001
Coefficient of variation (CV)	0.44050705
Kurtosis	0.77024134
Mean	0.53177357
Median Absolute Deviation (MAD)	0.14531795
Skewness	0.50322292
Sum	71364.545
Variance	0.054873066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.028822258	1	< 0.1%
0.921769628	1	< 0.1%
0.5584495287	1	< 0.1%
0.6743813376	1	< 0.1%
0.390424133	1	< 0.1%
0.6733890499	1	< 0.1%
0.672163588	1	< 0.1%
0.4617404011	1	< 0.1%
0.4919832631	1	< 0.1%
0.6771587034	1	< 0.1%
Other values (134191)	134191	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.3427479347	1	< 0.1%
-0.3353456445	1	< 0.1%
-0.3213764401	1	< 0.1%
-0.3058587155	1	< 0.1%
-0.2967268268	1	< 0.1%
-0.2933620709	1	< 0.1%
-0.2920209356	1	< 0.1%
-0.2884168614	1	< 0.1%
-0.2832487307	1	< 0.1%
-0.2805849503	1	< 0.1%

Value	Count	Frequency (%)
1.703339221	1	< 0.1%
1.666962389	1	< 0.1%
1.652025332	1	< 0.1%
1.651679277	1	< 0.1%
1.647956543	1	< 0.1%
1.647864592	1	< 0.1%
1.627449452	1	< 0.1%
1.625455378	1	< 0.1%
1.619805196	1	< 0.1%
1.615795848	1	< 0.1%

feature16
Real number (ℝ)

Distinct	134201
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66.236701

Minimum	42.803103
Maximum	88.834367
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	42.803103
5-th percentile	57.489273
Q1	62.775925
median	66.31578
Q3	69.783914
95-th percentile	74.721526
Maximum	88.834367
Range	46.031265
Interquartile range (IQR)	7.0079889

Descriptive statistics

Standard deviation	5.2533946
Coefficient of variation (CV)	0.079312444
Kurtosis	0.09721404
Mean	66.236701
Median Absolute Deviation (MAD)	3.5018992
Skewness	-0.093354893
Sum	8889031.5
Variance	27.598155
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58.91113205	1	< 0.1%
67.5992062	1	< 0.1%
73.33554323	1	< 0.1%
69.1666375	1	< 0.1%
68.01379208	1	< 0.1%
67.28325164	1	< 0.1%
65.70653351	1	< 0.1%
68.98287813	1	< 0.1%
66.3314471	1	< 0.1%
70.07217808	1	< 0.1%
Other values (134191)	134191	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42.80310253	1	< 0.1%
44.15271061	1	< 0.1%
44.21972587	1	< 0.1%
44.4247799	1	< 0.1%
44.59322547	1	< 0.1%
44.68902034	1	< 0.1%
44.69719157	1	< 0.1%
44.70530797	1	< 0.1%
44.88639665	1	< 0.1%
45.28013744	1	< 0.1%

Value	Count	Frequency (%)
88.8343673	1	< 0.1%
88.59156936	1	< 0.1%
88.10419538	1	< 0.1%
87.58466842	1	< 0.1%
87.48454737	1	< 0.1%
87.43937296	1	< 0.1%
87.28445786	1	< 0.1%
86.9780624	1	< 0.1%
86.78564545	1	< 0.1%
86.53818716	1	< 0.1%

Auto

Heatmap
Table

	feature3	feature4	feature5	feature6	feature7	feature8	feature9	feature10	feature11	feature12	feature14	feature15	feature16	feature2	feature13	label
feature3	1.000	0.003	-0.006	-0.004	0.002	-0.005	-0.004	0.018	-0.096	-0.016	0.004	0.108	-0.073	0.005	0.014	0.000
feature4	0.003	1.000	-0.206	-0.964	0.119	-0.228	-0.976	0.016	0.001	-0.002	-0.001	-0.003	0.003	0.007	0.000	0.020
feature5	-0.006	-0.206	1.000	0.207	-0.173	0.917	0.212	0.035	-0.007	0.002	0.002	-0.003	-0.000	0.005	0.003	0.007
feature6	-0.004	-0.964	0.207	1.000	-0.099	0.230	0.983	-0.024	0.001	0.002	0.002	0.002	-0.002	0.006	0.000	0.007
feature7	0.002	0.119	-0.173	-0.099	1.000	-0.188	-0.099	-0.013	0.000	0.003	-0.002	-0.001	0.004	0.007	0.002	0.007
feature8	-0.005	-0.228	0.917	0.230	-0.188	1.000	0.236	0.036	-0.008	0.002	-0.000	-0.001	-0.001	0.007	0.000	0.012
feature9	-0.004	-0.976	0.212	0.983	-0.099	0.236	1.000	-0.024	0.001	0.003	0.001	0.002	-0.003	0.006	0.000	0.000
feature10	0.018	0.016	0.035	-0.024	-0.013	0.036	-0.024	1.000	-0.156	0.007	-0.001	0.032	-0.021	0.041	0.006	0.084
feature11	-0.096	0.001	-0.007	0.001	0.000	-0.008	0.001	-0.156	1.000	-0.005	-0.000	0.020	-0.013	0.266	0.457	0.291
feature12	-0.016	-0.002	0.002	0.002	0.003	0.002	0.003	0.007	-0.005	1.000	0.003	-0.029	0.021	0.155	0.253	0.070
feature14	0.004	-0.001	0.002	0.002	-0.002	-0.000	0.001	-0.001	-0.000	0.003	1.000	0.007	-0.003	0.003	0.007	0.000
feature15	0.108	-0.003	-0.003	0.002	-0.001	-0.001	0.002	0.032	0.020	-0.029	0.007	1.000	-0.105	0.054	0.022	0.704
feature16	-0.073	0.003	-0.000	-0.002	0.004	-0.001	-0.003	-0.021	-0.013	0.021	-0.003	-0.105	1.000	0.028	0.010	0.366
feature2	0.005	0.007	0.005	0.006	0.007	0.007	0.006	0.041	0.266	0.155	0.003	0.054	0.028	1.000	0.838	0.226
feature13	0.014	0.000	0.003	0.000	0.002	0.000	0.000	0.006	0.457	0.253	0.007	0.022	0.010	0.838	1.000	0.042
label	0.000	0.020	0.007	0.007	0.007	0.012	0.000	0.084	0.291	0.070	0.000	0.704	0.366	0.226	0.042	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	feature1	feature2	feature3	feature4	feature5	feature6	feature7	feature8	feature9	feature10	feature11	feature12	feature13	label	feature14	feature15	feature16
0	Site engineer	grocery_pos	8.60	48230	40.213439	-85.203756	47583	42.508293	-83.168004	65.596062	3	5	1	1	8.017865	1.028822	58.911132
1	Site engineer	gas_transport	316.84	48230	44.379391	-82.859721	47583	42.661838	-81.966510	64.728795	6	5	1	1	11.768568	1.106217	64.431017
2	Site engineer	grocery_pos	294.89	48230	42.950657	-84.935542	47583	42.580470	-82.408529	65.434606	3	5	1	1	7.996359	0.899881	57.545348
3	Site engineer	shopping_net	831.08	48230	39.372111	-84.893973	47583	41.948688	-83.919881	64.990422	23	6	1	1	8.767720	1.062966	62.681169
4	Site engineer	health_fitness	1063.84	48230	41.227499	-83.228392	47583	41.544743	-82.123365	65.316083	23	6	1	1	8.816222	0.722446	63.084486
5	Site engineer	shopping_net	968.45	48230	45.687573	-83.143026	47583	43.148631	-82.298534	64.868803	23	6	1	1	6.806540	1.063795	60.675761
6	Site engineer	shopping_pos	981.26	48230	37.531342	-78.698564	47583	42.777359	-82.995552	65.553237	18	6	1	1	8.913152	0.868734	64.374301
7	Site engineer	shopping_net	1007.67	48230	41.526875	-81.503292	47583	41.640156	-82.070042	64.349109	13	6	1	1	5.153043	0.908907	62.226104
8	Site engineer	misc_net	975.26	48230	44.916573	-85.266544	47583	41.877041	-82.570052	63.353419	22	5	1	1	6.753615	1.021766	67.357675
9	Site engineer	shopping_net	1004.32	48230	40.651219	-82.094873	47583	41.945489	-83.268167	64.515283	22	6	1	1	9.364855	1.059914	60.399823

	feature1	feature2	feature3	feature4	feature5	feature6	feature7	feature8	feature9	feature10	feature11	feature12	feature13	feature14	feature15	feature16
134191	Minerals surveyor	shopping_net	45.06	32210	30.274085	-81.969416	847415	31.081801	-82.260124	30.655925	16	6	1	5.854642	0.694827	56.548753
134192	Minerals surveyor	entertainment	35.46	32210	31.621497	-77.741066	847415	29.816261	-80.751488	31.377807	19	2	2	6.728941	0.536597	64.663838
134193	Minerals surveyor	health_fitness	104.28	32210	32.486831	-80.227313	847415	30.775710	-82.500330	31.190823	23	5	2	5.028902	0.452881	63.044666
134194	Minerals surveyor	kids_pets	25.12	32210	30.882394	-81.639615	847415	29.376789	-80.890938	30.733635	14	3	2	7.309583	0.344593	71.480156
134195	Minerals surveyor	home	179.24	32210	30.052630	-82.470667	847415	30.045514	-82.358249	31.273273	19	2	2	8.491107	0.300137	64.687930
134196	Minerals surveyor	health_fitness	132.98	32210	30.570251	-80.001638	847415	29.725058	-81.319645	31.785767	23	4	2	6.930241	0.585582	61.754724
134197	Minerals surveyor	health_fitness	2.19	32210	29.150371	-81.719344	847415	31.233001	-81.786202	30.800002	23	3	2	7.432464	0.424970	61.681467
134198	Minerals surveyor	kids_pets	3.16	32210	34.212880	-80.634963	847415	29.874284	-81.624591	30.641819	23	6	2	7.640235	0.288538	65.003013
134199	Minerals surveyor	entertainment	7.12	32210	28.515650	-80.139073	847415	29.502540	-82.612350	30.809930	20	5	2	4.193106	0.489005	66.160873
134200	Minerals surveyor	entertainment	7.51	32210	31.842962	-80.307771	847415	29.506603	-80.806227	31.129042	21	2	2	3.082634	0.689734	67.800253

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample